{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在这个教程中，你将会学到怎么从轨道断面客流数据绘制轨道客流的可视化。Demo:[小旭学长的地铁客流可视化](https://ni1o1.gitee.io/metroflowvisualization/)\n",
    "\n",
    "<div class=\"alert alert-info\"><h2>提供的基础数据是：</h2><p>\n",
    "\n",
    "<br>\n",
    "    GIS文件：<br>\n",
    "    1.上海轨道2号线-线形<br>\n",
    "    2.上海轨道2号线-站点<br>\n",
    "    <br>\n",
    "    数据：<br>\n",
    "    1.上海轨道2号线-断面客流（数据纯属虚构，练手用）<br>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-19T09:53:34.113840Z",
     "start_time": "2020-04-19T09:53:34.076933Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>city</th>\n",
       "      <th>linename</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>上海</td>\n",
       "      <td>地铁2号线(徐泾东-浦东国际机场)</td>\n",
       "      <td>LINESTRING (121.2966041058584 31.1912319153729...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>上海</td>\n",
       "      <td>地铁2号线(浦东国际机场-徐泾东)</td>\n",
       "      <td>LINESTRING (121.8024025447652 31.1516215729549...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  city           linename                                           geometry\n",
       "0   上海  地铁2号线(徐泾东-浦东国际机场)  LINESTRING (121.2966041058584 31.1912319153729...\n",
       "1   上海  地铁2号线(浦东国际机场-徐泾东)  LINESTRING (121.8024025447652 31.1516215729549..."
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "shp = r'shapefile\\metroline2\\metroline2.shp'\n",
    "line = gpd.GeoDataFrame.from_file(shp,encoding = 'utf-8')\n",
    "line"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-19T10:19:36.562229Z",
     "start_time": "2020-04-19T10:19:36.160306Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x19a1fdc3278>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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8QmVDB+1dQSD8G59RMIIvfryYz5418N1PLJ5bxH2v7uTve5s40NSRcF2x9NgbqIjMJHyR1gFYwFPGmB+IyDXAg0Au0AJsMcZcKiIFwKPGmCtE5BxgLbCN8G2gAN8xxrwiItnAU8AY4CBwnTHmyEfFcrq9gTb6Orng/jeOncq5cEouX71wonaKplSclNe0csUv32JKXhqv3nFun6Zt9HXy/OZq3tjdQHl1O00dXRy/GfO6HYzLSWHx3CKWzB8T9x24v2yv4dYnNjF7TAbP/tvCuMRw2r2BGmPKCF+8PXH8s8CzJxlfDVwR+fstwmdRTjbfJuCiHiOPgpzUZLK8bs6dlMNPPzMrYXtuVGq4mJafzvicFHbWtbPyvVo+Of3URwHrK5tYtuEQWw61UtXsp+u4p9i5HEJRhoczR6dz4dSRXDo9P+F+35fPyGd0pofNB1t4fsthri5JnK7Y9XkASqm4qKhp4/JfrcVpCQ9/fg4XTMnFsixa/QGeWHeQV7bVsKuu/dgzqAEyvC4m5qaycGI2ny4pTNh2BCcqPdDM4offJmTgx9ecyec+NrB3NOoDYZRSCecPb+/ney+8d2zY7bA+0BI6w+ti3thMrp9XxPmTR8b9dE5/lB5o5vr/eYegbbj3szNZPHfgnomgBUAplZDKa1p5aPUe9jZ0cKQjQFaKm0un53HjgnFkpQ6t3mzLq1u56td/J2Qbln5pHudNOWnzp6jTAqCUUgngrd0NfOGx9ViWsOau86P6bPFTOVUBGLzHU0opNQidMymXH197JiHb8PlH+9ypQlRpAVBKqQF2w/wxzBmbwYEmPz9fuTNucWgBUEqpOFj6pfkkOS1+/foeDjR1xCUGLQBKKRUHacku7rtuJraBJXE6FaQFQCml4uSqWYUsGJ9NVfNRfvRy+YAvXwuAUkrF0WP/PBePy8GjayupqOlTZ8n9pgVAKaXiyOt28uANJRjCp4Js2+5xmmjRAqCUUnF28bRRXDY9j6aOALct2zJgy9UCoJRSCeDXN5xFhtfFi1treGPnwDweRQuAUkolAKfT4ombPwbAbX/eMiCngrQAKKVUgphRmM4VZ46i5Wg3//3yjpgvTwuAUkolkAeun02yy2Lp2/upa+uM6bK0ACilVAJxOy2+d+V0bAM3L90Q02VpAVBKqQRzw/wxjMtJYXt1G2/vaYzZcrQAKKVUAnroc+En8d793LaYLUMLgFJKJaBpBelMHJlKZaOfvQ2+mCxDC4BSSiWo/7hoIgAPvrYnJvPvsQCISLKIrBeRrSLynojcExl/XWTYFpEPPWnmuOl/LyL1IrL9hPHfF5HDIrIl8rqi/+kopdTQsejMfJyWsLqiLibz780RQBdwoTFmFlACXCYiZwPbgWuBN3uYfilw2Sne+4UxpiTyeqWXMSul1LBgWRbzirNo6wzGpKM4Z08fMOGHBr9/AsoVeRljzA4AEelp+jdFpLhfUSql1DB1z9XTae4IMDV/RNTn3atrACLiEJEtQD2wyhgTracXfFVEyiKniTJPsexbRGSjiGxsaGiI0mKVUmpwmJyXxsfGZ8dk3r0qAMaYkDGmBBgNzBeRGVFY9m+BCYRPK9UAPzvFsh8xxsw1xszNzc2NwmKVUkpBL04BHc8Y0yIiawif09/ew8d7mtexqxoi8jvgpZ6mKS0tbRSRA/1ZLpADxK5lReIZbvnC8MtZ8x3aopHv2JON7LEAiEgu0B3Z+HuAi4Gf9jMYRCTfGFMTGbyGXhQUY0y/DwFEZKMx5pR3LQ01wy1fGH45a75DWyzz7c0poHzgdREpAzYQvgbwkohcIyJVwALgZRF5NRJsgYgcu6NHRP4EvANMEZEqEbk58ta9IrItMt8LgDuimJdSSqke9OYuoDJg9knGPws8e5Lx1cAVxw3fcIr5fqFPkSqllIqq4dgS+JF4BzDAhlu+MPxy1nyHtpjlK+Hb/JVSSg03w/EIQCmlFIO8AJysnyERuU9EKiINzJ4VkYzI+GwReV1EfCLy64+Y5w8j024RkZUiUjAQufRGLPI9bj7fEBEjIjmxzKEvYrR+E7YPqlitXxH5mojsjPTddW+s8+iLGK3jZcet3/2RRqwJIUb5lojIu5F8N4rI/N7GM6gLACfvZ2gVMMMYMxPYBfxnZHwn8F/AN3qY533GmJmRhm8vAd+NXrj9tpTo54uIFAGXAAejFml0LCUG+ZK4fVAtJcr5isgFwNXATGPMdOD+aAYcBUuJcs7GmOvfX7/AcmBFVCPun6VE/zt9L3BPJN/vRoZ7ZVAXAGPMm8CRE8atNMYEI4PvEm69jDGmwxjzFuH/1I+a5/E9LqUACXORJBb5RvwC+CYJlCvENN+EFKN8bwV+YozpikxXH92o+yeW61hEBFgM/Cl6EfdPjPI1wPsdBaUD1b2NZ1AXgF64CfhLXycSkR+JyCFgCYl1BNCTPucrIlcBh40xW2MTUkyd1vqlF31QJajTyXcy8AkRWScib4jIvBjEFUunu44BPgHUGWN2RzGeWDudfG8H7otss+7nH0cQPRqyBUBE7gaCwJN9ndYYc7cxpigy7VejHVssnE6+IuIF7mZwFTmgX+u3V31QJZp+5OsEMoGzgbuApyJ7xgmvP7/hiBtIoL3/nvQj31uBOyLbrDuAx3o74ZAsACJyI7AIWGL6d5/rH4HPRCeq2OlHvhOAccBWEdlP+NBzk4iMin6U0dOf9WuMqYt0bmgDvwN6fcEsXvr5fa4CVpiw9YBNuG+ZhNbf37CIOAk/r2RZtGOLhX7meyP/uM7xNH34Tg+5AiAilwHfAq4yxvhPY/pJxw1eBVREK7ZY6E++xphtxpiRxphiY0wx4Y3FWcaY2hiEGhVRWL/5xw32qg+qeOpvvsBzwIWReU0G3CR4R2pRyBnCfZZVGGOqohdZbEQh32rgvMjfFwK9P+VljBm0L8KHdzVAN+GN183AHuAQsCXyevi4z+8nfAHGF/n8tMj4R4G5kb+XE94olAEvAoXxzjOW+Z4w//1ATrzzjPH6/T9gW2T9vgDkxzvPGOfrBp6IfKc3EX66X9xzjfV3mvDdNv8a7/wGaB2fA5QCW4F1wJzexqMtgZVSapgacqeAlFJK9Y4WAKWUGqa0ACil1DClBUAppYYpLQBKKTVMaQFQSqlhSguAUkoNU1oAlFJqmPr/BrtP5qyaiTwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "line.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-19T10:01:44.690202Z",
     "start_time": "2020-04-19T10:01:44.671242Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stationnames</th>\n",
       "      <th>linename</th>\n",
       "      <th>lon</th>\n",
       "      <th>lat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>徐泾东</td>\n",
       "      <td>地铁2号线(徐泾东-浦东国际机场)</td>\n",
       "      <td>121.294879</td>\n",
       "      <td>31.190269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>虹桥火车站</td>\n",
       "      <td>地铁2号线(徐泾东-浦东国际机场)</td>\n",
       "      <td>121.316980</td>\n",
       "      <td>31.195925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>虹桥2号航站楼</td>\n",
       "      <td>地铁2号线(徐泾东-浦东国际机场)</td>\n",
       "      <td>121.321726</td>\n",
       "      <td>31.196596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>淞虹路</td>\n",
       "      <td>地铁2号线(徐泾东-浦东国际机场)</td>\n",
       "      <td>121.354842</td>\n",
       "      <td>31.220001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>北新泾</td>\n",
       "      <td>地铁2号线(徐泾东-浦东国际机场)</td>\n",
       "      <td>121.369405</td>\n",
       "      <td>31.218306</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  stationnames           linename         lon        lat\n",
       "0          徐泾东  地铁2号线(徐泾东-浦东国际机场)  121.294879  31.190269\n",
       "1        虹桥火车站  地铁2号线(徐泾东-浦东国际机场)  121.316980  31.195925\n",
       "2      虹桥2号航站楼  地铁2号线(徐泾东-浦东国际机场)  121.321726  31.196596\n",
       "3          淞虹路  地铁2号线(徐泾东-浦东国际机场)  121.354842  31.220001\n",
       "4          北新泾  地铁2号线(徐泾东-浦东国际机场)  121.369405  31.218306"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stop = pd.read_csv(r'data-sample\\metrostop2.csv')\n",
    "stop.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-19T09:59:30.211054Z",
     "start_time": "2020-04-19T09:59:30.183122Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FROMSTATIONAME</th>\n",
       "      <th>TOSTATIONAME</th>\n",
       "      <th>FLOW</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>徐泾东</td>\n",
       "      <td>虹桥火车站</td>\n",
       "      <td>1223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>虹桥火车站</td>\n",
       "      <td>徐泾东</td>\n",
       "      <td>1785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>虹桥火车站</td>\n",
       "      <td>虹桥2号航站楼</td>\n",
       "      <td>4333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>虹桥2号航站楼</td>\n",
       "      <td>虹桥火车站</td>\n",
       "      <td>4851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>虹桥2号航站楼</td>\n",
       "      <td>淞虹路</td>\n",
       "      <td>4105</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  FROMSTATIONAME TOSTATIONAME  FLOW\n",
       "0            徐泾东        虹桥火车站  1223\n",
       "1          虹桥火车站          徐泾东  1785\n",
       "2          虹桥火车站      虹桥2号航站楼  4333\n",
       "3        虹桥2号航站楼        虹桥火车站  4851\n",
       "4        虹桥2号航站楼          淞虹路  4105"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "data = pd.read_csv(r'data-sample\\metrodata-sample.csv',encoding = 'utf-8')\n",
    "data.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 我们想要得到的可视化效果"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T05:50:17.453725Z",
     "start_time": "2020-04-20T05:50:17.443754Z"
    }
   },
   "source": [
    "可视化思路\n",
    "<img src=\"https://gitee.com/ni1o1/pygeo-tutorial/raw/master/resource/metro1.png\" style=\"width:1000px\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这里我们实现一下左边的思路"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 对一个方向的轨道线进行GIS处理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "先取一个方向的轨道线数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T03:52:27.371042Z",
     "start_time": "2020-04-20T03:52:27.363064Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'地铁2号线(浦东国际机场-徐泾东)'"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "linename = line['linename'].drop_duplicates().iloc[1]\n",
    "linename"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-19T13:58:47.287381Z",
     "start_time": "2020-04-19T13:58:47.278430Z"
    }
   },
   "outputs": [],
   "source": [
    "stop_1 = stop[stop['linename'] == linename]\n",
    "line_1 = line[line['linename'] == linename]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "站点的数据还不是geopandas，下面来创建一下geopandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "###############################你需要在下面写代码##################################\n",
    "#由stop_1的dataframe，创建geopandas的geodataframe\n",
    "\n",
    "\n",
    "###################################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-19T13:58:48.222875Z",
     "start_time": "2020-04-19T13:58:48.025435Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x19a21e951d0>"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "###############################     答    案    ##################################\n",
    "from shapely.geometry import Point,Polygon\n",
    "stop_1['geometry'] = stop_1.apply(lambda r:Point(r['lon'],r['lat']),axis = 1)\n",
    "stop_1 = gpd.GeoDataFrame(stop_1)\n",
    "###################################################################################\n",
    "stop_1.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## shapely的简介"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在前面，我们已经初步接触过shapely，geopandas是基于shapely的，geodataframe的每个图形，都是一个shapely的geometry。  \n",
    "同时，geopandas也继承了shapely的一些gis处理方法，但只是**一些**  \n",
    "结合geopandas自带的一些gis处理功能，和更底层的shapely的gis处理功能，我们可以更自由地在python中完成一些gis操作  \n",
    "参考资料：  \n",
    "[shapely包的官方文档](https://shapely.readthedocs.io/en/latest/)  \n",
    "[geopandas包的官方文档](http://geopandas.org/index.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 将轨道切分为线段"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们要实现的操作是：\n",
    "<img src=\"https://gitee.com/ni1o1/pygeo-tutorial/raw/master/resource/metro2.png\" style=\"width:1000px\">\n",
    "然后，将断面客流的数据匹配到上面的每一段上"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T08:38:16.032076Z",
     "start_time": "2020-04-20T08:38:16.027089Z"
    }
   },
   "outputs": [],
   "source": [
    "# 首先，我们来将轨道切成段\n",
    "#把 点 和 线 都变成整体\n",
    "#对geodataframe执行unary_union操作后，他们都会变成一个shapely的geometry对象\n",
    "stop_1_geo = stop_1.unary_union\n",
    "line_1_geo = line_1.unary_union"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T08:42:38.889745Z",
     "start_time": "2020-04-20T08:42:38.865810Z"
    }
   },
   "outputs": [
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      ],
      "text/plain": [
       "<shapely.geometry.collection.GeometryCollection at 0x19a2171f4a8>"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#切分\n",
    "from shapely.ops import split\n",
    "#用shapely的split功能切分线，这里，因为点的位置不一定在线上（就算在线上，由于小数点取值问题也可能不会精确的在线上）\n",
    "#所以，对点进行buffer以后，再用buffer来切分线\n",
    "split_line = split(line_1_geo,stop_1_geo.buffer(0.0008))\n",
    "split_line"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T08:42:59.568797Z",
     "start_time": "2020-04-20T08:42:59.563809Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(stop_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T08:42:39.394112Z",
     "start_time": "2020-04-20T08:42:39.386138Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "58"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#实际上已经被切分成为58段了\n",
    "len(split_line)\n",
    "#只有30个点，为什么会切分为58段呢，这个问题留给各位考虑一下"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "用切分的线段生成geodataframe，命名为splited_line变量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "###############################你需要在下面写代码##################################\n",
    "#splited_line\n",
    "\n",
    "\n",
    "###################################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T08:42:40.275770Z",
     "start_time": "2020-04-20T08:42:39.990532Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x19a212f6278>"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "###############################     答    案    ##################################\n",
    "splited_line=gpd.GeoDataFrame({'geometry':split_line})\n",
    "splited_line['linename'] = linename\n",
    "###################################################################################\n",
    "splited_line.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T08:42:19.778051Z",
     "start_time": "2020-04-20T08:42:19.761095Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>geometry</th>\n",
       "      <th>linename</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>LINESTRING (121.8024025447652 31.1516215729549...</td>\n",
       "      <td>地铁2号线(浦东国际机场-徐泾东)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>LINESTRING (121.802128882379 31.15237155625493...</td>\n",
       "      <td>地铁2号线(浦东国际机场-徐泾东)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>LINESTRING (121.7930577335264 31.1699208886805...</td>\n",
       "      <td>地铁2号线(浦东国际机场-徐泾东)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>LINESTRING (121.7921397201408 31.1712276586292...</td>\n",
       "      <td>地铁2号线(浦东国际机场-徐泾东)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>LINESTRING (121.751889419701 31.20151419355253...</td>\n",
       "      <td>地铁2号线(浦东国际机场-徐泾东)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            geometry           linename\n",
       "0  LINESTRING (121.8024025447652 31.1516215729549...  地铁2号线(浦东国际机场-徐泾东)\n",
       "1  LINESTRING (121.802128882379 31.15237155625493...  地铁2号线(浦东国际机场-徐泾东)\n",
       "2  LINESTRING (121.7930577335264 31.1699208886805...  地铁2号线(浦东国际机场-徐泾东)\n",
       "3  LINESTRING (121.7921397201408 31.1712276586292...  地铁2号线(浦东国际机场-徐泾东)\n",
       "4  LINESTRING (121.751889419701 31.20151419355253...  地铁2号线(浦东国际机场-徐泾东)"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "splited_line.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "切分后生成的每一段地铁线路，我们需要添加信息表示它是从哪个站到哪个站，这样，下一步就可以将流量数据匹配上去了  \n",
    "因此我们下一步做的是，把线段的起点和终点匹配到最近的站点"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "来试试！把其中一段取出来匹配"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T08:52:09.324261Z",
     "start_time": "2020-04-20T08:52:09.316273Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"121.79235576022936 31.151669582957908 0.01047509544666525 0.018953279019612523\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,62.32229244493543)\"><polyline fill=\"none\" stroke=\"#66cc99\" stroke-width=\"0.00037906558039225047\" points=\"121.802128882379,31.15237155625493 121.80131670822135,31.154597353754042 121.80058740646032,31.156806248114563 121.79947373217937,31.159375873817083 121.7983595372616,31.16142877269239 121.79420766468508,31.168281622460835 121.79305773352638,31.169920888680497\" opacity=\"0.8\" /></g></svg>"
      ],
      "text/plain": [
       "<shapely.geometry.linestring.LineString at 0x19a2171fc18>"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lineshp = splited_line.geometry.iloc[1]\n",
    "lineshp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T08:53:52.868897Z",
     "start_time": "2020-04-20T08:53:52.863941Z"
    }
   },
   "outputs": [],
   "source": [
    "#起点坐标是\n",
    "startlon,startlat = lineshp.coords[0]\n",
    "#终点坐标是\n",
    "endlon,endlat = lineshp.coords[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#在stop_1中找出离起点和终点最近的站点名字吧\n",
    "#把站点名字存放在start和end变量中\n",
    "###############################你需要在下面写代码##################################\n",
    "#start = \n",
    "#end = \n",
    "\n",
    "###################################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T08:56:51.962930Z",
     "start_time": "2020-04-20T08:56:51.941985Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('浦东国际机场', '海天三路')"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###############################     答    案    ##################################\n",
    "\n",
    "stop_1['dis'] = abs(stop_1['lon']-startlon)+abs(stop_1['lat']-startlat)\n",
    "start = stop_1[stop_1['dis'] == stop_1['dis'].min()]['stationnames'].iloc[0]\n",
    "\n",
    "stop_1['dis'] = abs(stop_1['lon']-endlon)+abs(stop_1['lat']-endlat)\n",
    "end = stop_1[stop_1['dis'] == stop_1['dis'].min()]['stationnames'].iloc[0]\n",
    "###################################################################################\n",
    "start,end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OK,把上面的匹配方法变成一个函数吧，名叫getstartendstation  \n",
    "输入是线段和站点信息，输出是起终点站点名称"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "###############################你需要在下面写代码##################################\n",
    "def getstartendstation(lineshp,stop_1):\n",
    "    \n",
    "    \n",
    "    \n",
    "    return start,end\n",
    "###################################################################################"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下一步，把上面的每一段轨道线匹配起终点，放到一起成为一个新的geodataframe，命名为splited_lines，并且与流量数据merge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "###############################你需要在下面写代码##################################\n",
    "#splited_lines\n",
    "\n",
    "###################################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T09:03:33.495213Z",
     "start_time": "2020-04-20T09:03:33.475270Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>geometry</th>\n",
       "      <th>linename</th>\n",
       "      <th>station_a</th>\n",
       "      <th>station_b</th>\n",
       "      <th>FLOW</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>LINESTRING (121.802128882379 31.15237155625493...</td>\n",
       "      <td>地铁2号线(浦东国际机场-徐泾东)</td>\n",
       "      <td>浦东国际机场</td>\n",
       "      <td>海天三路</td>\n",
       "      <td>746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>LINESTRING (121.7921397201408 31.1712276586292...</td>\n",
       "      <td>地铁2号线(浦东国际机场-徐泾东)</td>\n",
       "      <td>海天三路</td>\n",
       "      <td>远东大道</td>\n",
       "      <td>825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>LINESTRING (121.7502965507811 31.2013962200880...</td>\n",
       "      <td>地铁2号线(浦东国际机场-徐泾东)</td>\n",
       "      <td>远东大道</td>\n",
       "      <td>凌空路</td>\n",
       "      <td>864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>LINESTRING (121.7189593248898 31.1947365719301...</td>\n",
       "      <td>地铁2号线(浦东国际机场-徐泾东)</td>\n",
       "      <td>凌空路</td>\n",
       "      <td>川沙</td>\n",
       "      <td>1201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>LINESTRING (121.3161813208913 31.1958985061581...</td>\n",
       "      <td>地铁2号线(浦东国际机场-徐泾东)</td>\n",
       "      <td>虹桥火车站</td>\n",
       "      <td>徐泾东</td>\n",
       "      <td>1785</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             geometry           linename  \\\n",
       "0   LINESTRING (121.802128882379 31.15237155625493...  地铁2号线(浦东国际机场-徐泾东)   \n",
       "1   LINESTRING (121.7921397201408 31.1712276586292...  地铁2号线(浦东国际机场-徐泾东)   \n",
       "2   LINESTRING (121.7502965507811 31.2013962200880...  地铁2号线(浦东国际机场-徐泾东)   \n",
       "3   LINESTRING (121.7189593248898 31.1947365719301...  地铁2号线(浦东国际机场-徐泾东)   \n",
       "28  LINESTRING (121.3161813208913 31.1958985061581...  地铁2号线(浦东国际机场-徐泾东)   \n",
       "\n",
       "   station_a station_b  FLOW  \n",
       "0     浦东国际机场      海天三路   746  \n",
       "1       海天三路      远东大道   825  \n",
       "2       远东大道       凌空路   864  \n",
       "3        凌空路        川沙  1201  \n",
       "28     虹桥火车站       徐泾东  1785  "
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "splited_lines.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-19T13:58:57.184904Z",
     "start_time": "2020-04-19T13:58:57.004418Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x19a2001d630>"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "splited_lines.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 将线段变成面"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"https://gitee.com/ni1o1/pygeo-tutorial/raw/master/resource/metro3.png\" style=\"width:1000px\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "首先，根据流量，对每一段分组，这个用我们之前的OD绘制时宽度的分组方法。  \n",
    "分10组，保存在linewidth中，最大的是1，最小的是0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T09:07:41.355546Z",
     "start_time": "2020-04-20T09:07:41.338591Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>geometry</th>\n",
       "      <th>linename</th>\n",
       "      <th>station_a</th>\n",
       "      <th>station_b</th>\n",
       "      <th>FLOW</th>\n",
       "      <th>linewidth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>LINESTRING (121.802128882379 31.15237155625493...</td>\n",
       "      <td>地铁2号线(浦东国际机场-徐泾东)</td>\n",
       "      <td>浦东国际机场</td>\n",
       "      <td>海天三路</td>\n",
       "      <td>746</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>LINESTRING (121.7921397201408 31.1712276586292...</td>\n",
       "      <td>地铁2号线(浦东国际机场-徐泾东)</td>\n",
       "      <td>海天三路</td>\n",
       "      <td>远东大道</td>\n",
       "      <td>825</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>LINESTRING (121.7502965507811 31.2013962200880...</td>\n",
       "      <td>地铁2号线(浦东国际机场-徐泾东)</td>\n",
       "      <td>远东大道</td>\n",
       "      <td>凌空路</td>\n",
       "      <td>864</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>LINESTRING (121.7189593248898 31.1947365719301...</td>\n",
       "      <td>地铁2号线(浦东国际机场-徐泾东)</td>\n",
       "      <td>凌空路</td>\n",
       "      <td>川沙</td>\n",
       "      <td>1201</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>LINESTRING (121.3161813208913 31.1958985061581...</td>\n",
       "      <td>地铁2号线(浦东国际机场-徐泾东)</td>\n",
       "      <td>虹桥火车站</td>\n",
       "      <td>徐泾东</td>\n",
       "      <td>1785</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             geometry           linename  \\\n",
       "0   LINESTRING (121.802128882379 31.15237155625493...  地铁2号线(浦东国际机场-徐泾东)   \n",
       "1   LINESTRING (121.7921397201408 31.1712276586292...  地铁2号线(浦东国际机场-徐泾东)   \n",
       "2   LINESTRING (121.7502965507811 31.2013962200880...  地铁2号线(浦东国际机场-徐泾东)   \n",
       "3   LINESTRING (121.7189593248898 31.1947365719301...  地铁2号线(浦东国际机场-徐泾东)   \n",
       "28  LINESTRING (121.3161813208913 31.1958985061581...  地铁2号线(浦东国际机场-徐泾东)   \n",
       "\n",
       "   station_a station_b  FLOW  linewidth  \n",
       "0     浦东国际机场      海天三路   746        0.1  \n",
       "1       海天三路      远东大道   825        0.1  \n",
       "2       远东大道       凌空路   864        0.1  \n",
       "3        凌空路        川沙  1201        0.2  \n",
       "28     虹桥火车站       徐泾东  1785        0.2  "
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###############################你需要在下面写代码##################################\n",
    "\n",
    "\n",
    "###################################################################################\n",
    "splited_lines.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "###############################你需要在下面写代码##################################\n",
    "\n",
    "import numpy as np\n",
    "#生成段\n",
    "step = 10\n",
    "splited_lines = splited_lines.sort_values(by = 'FLOW')\n",
    "splited_lines['linewidth'] = (np.array(range(len(splited_lines)))*step/len(splited_lines)).astype('int')/step+0.1\n",
    "###################################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#新建一个变量，splited_duans来存储生成的面\n",
    "splited_duans = splited_lines.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来，由线生成面，同样的，我们拿一条出来试试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T09:12:38.236312Z",
     "start_time": "2020-04-20T09:12:38.232335Z"
    }
   },
   "outputs": [],
   "source": [
    "#设定一下我们想要的面宽度\n",
    "kuandu = 0.005"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T09:10:28.624249Z",
     "start_time": "2020-04-20T09:10:28.620266Z"
    }
   },
   "outputs": [],
   "source": [
    "r = splited_lines.iloc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T09:18:01.248210Z",
     "start_time": "2020-04-20T09:18:01.238262Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"121.79235576022936 31.151669582957908 0.01047509544666525 0.018953279019612523\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,62.32229244493543)\"><polyline fill=\"none\" stroke=\"#66cc99\" stroke-width=\"0.00037906558039225047\" points=\"121.802128882379,31.15237155625493 121.80131670822135,31.154597353754042 121.80058740646032,31.156806248114563 121.79947373217937,31.159375873817083 121.7983595372616,31.16142877269239 121.79420766468508,31.168281622460835 121.79305773352638,31.169920888680497\" opacity=\"0.8\" /></g></svg>"
      ],
      "text/plain": [
       "<shapely.geometry.linestring.LineString at 0x19a1fd7aac8>"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "theline = r['geometry']\n",
    "theline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "立即使用shapely的[parallel_offset功能](https://shapely.readthedocs.io/en/latest/manual.html#object.parallel_offset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T09:18:04.570340Z",
     "start_time": "2020-04-20T09:18:04.561398Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"121.79276045923675 31.151836345050587 0.01054473349648788 0.019078287617876555\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,62.32275097771905)\"><polyline fill=\"none\" stroke=\"#66cc99\" stroke-width=\"0.0003815657523575311\" points=\"121.79346706248185,31.170208029423357 121.79461699364055,31.168568763203695 121.79463530148247,31.168540710803907 121.798787174059,31.16168786103546 121.79879898514892,31.16166727961962 121.79991318006668,31.159614380744316 121.79993249893089,31.159574703059654 121.80104617321184,31.157005077357134 121.80106219732822,31.156963007904558 121.80178907055188,31.1547614690487 121.80259858948813,31.152542948295693\" opacity=\"0.8\" /></g></svg>"
      ],
      "text/plain": [
       "<shapely.geometry.linestring.LineString at 0x19a2145bc88>"
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "offsetline = r['geometry'].parallel_offset(kuandu*r['linewidth'],join_style = 3)\n",
    "offsetline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "把theline和offsetline的坐标提取出来，用Polygon生成面，暂时命名为ply吧"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "###############################你需要在下面写代码##################################\n",
    "ply = \n",
    "\n",
    "###################################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T09:20:45.731267Z",
     "start_time": "2020-04-20T09:20:45.724287Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"121.79234427459964 31.151658097328195 0.010967773815224291 0.019263391021898002\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,62.322579585678284)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"0.00038526782043796004\" opacity=\"0.6\" d=\"M 121.802128882379,31.15237155625493 L 121.80131670822135,31.154597353754042 L 121.80058740646032,31.156806248114563 L 121.79947373217937,31.159375873817083 L 121.7983595372616,31.16142877269239 L 121.79420766468508,31.168281622460835 L 121.79305773352638,31.169920888680497 L 121.79346706248185,31.170208029423357 L 121.79461699364055,31.168568763203695 L 121.79463530148247,31.168540710803907 L 121.798787174059,31.16168786103546 L 121.79879898514892,31.16166727961962 L 121.79991318006668,31.159614380744316 L 121.79993249893089,31.159574703059654 L 121.80104617321184,31.157005077357134 L 121.80106219732822,31.156963007904558 L 121.80178907055188,31.1547614690487 L 121.80259858948813,31.152542948295693 L 121.802128882379,31.15237155625493 z\" /></g></svg>"
      ],
      "text/plain": [
       "<shapely.geometry.polygon.Polygon at 0x19a2127df28>"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###############################     答    案    ##################################\n",
    "ply = Polygon(np.append(np.array(theline.coords),\n",
    "        np.array(offsetline.coords)).reshape(-1,2))\n",
    "###################################################################################\n",
    "ply"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OK，下一步，对每一段都应用上面的方法，把生成的polygon放到一个list变量里然后赋值给splited_duans的geometry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "###############################你需要在下面写代码##################################\n",
    "\n",
    "###################################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T09:21:28.833977Z",
     "start_time": "2020-04-20T09:21:28.793087Z"
    }
   },
   "outputs": [],
   "source": [
    "geo = []\n",
    "###############################     答    案    ##################################\n",
    "\n",
    "for i in range(len(splited_lines)):\n",
    "    r = splited_lines.iloc[i]\n",
    "    ply = Polygon(np.append(np.array(r['geometry'].coords),\n",
    "    np.array(r['geometry'].parallel_offset(kuandu*r['linewidth'],join_style = 3).coords)).reshape(-1,2))\n",
    "    geo.append(ply)\n",
    "\n",
    "###################################################################################\n",
    "splited_duans['geometry'] = geo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-19T13:59:58.761131Z",
     "start_time": "2020-04-19T13:59:58.600600Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x19a213b34e0>"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "splited_duans.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 把另一个方向的轨道也算出来"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "先把我们前面算好的结果保存为一个新变量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "splited_duans1 = splited_duans.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "好的，现在，你来实现一遍，把另一个方向的也搞出来，保存为splited_duans2变量。  \n",
    "另外，建议可以把前面的gis处理方法封装成函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "###############################你需要在下面写代码##################################\n",
    "#splited_duans2 =\n",
    "\n",
    "###################################################################################"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 可视化出图！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-20T07:56:00.188460Z",
     "start_time": "2020-04-20T07:55:58.979726Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#设定显示范围\n",
    "lat1sh = 30.8666667;\n",
    "lat2sh = 31.5833333;\n",
    "lon1sh = 121.066667;\n",
    "lon2sh = 122.0;\n",
    "bounds = [lon1sh+0.2,lat1sh+0.2,lon2sh-0.2,lat2sh-0.3]\n",
    "\n",
    "import plot_map\n",
    "#导入必要的包\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "#绘制图用的包\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "#geopandas包\n",
    "import geopandas\n",
    "\n",
    "#定义画的大小\n",
    "fig     = plt.figure(1,(10,8),dpi = 100)    \n",
    "ax      = plt.subplot(111)\n",
    "plt.sca(ax)\n",
    "\n",
    "#plot_map包绘制背景图\n",
    "plot_map.plot_map(plt,bounds,zoom = 12,style = 4)\n",
    "\n",
    "#设定colormap\n",
    "cmap = mpl.colors.LinearSegmentedColormap.from_list('cmap', ['#9DCC42','#FFFE03','#F7941D','#E9420E','#FF0000'], 256)\n",
    "vmax = splited_duans['FLOW'].max()\n",
    "\n",
    "#把前面搞出来的画上去\n",
    "splited_duans1.plot(ax=ax, column='FLOW', lw=4, cmap=cmap,vmin = 0,vmax = vmax)\n",
    "splited_duans2.plot(ax=ax, column='FLOW', lw=4, cmap=cmap,vmin = 0,vmax = vmax)\n",
    "\n",
    "# 加比例尺和指北针\n",
    "plot_map.plotscale(ax,bounds = bounds,textsize = 10,compasssize = 1,accuracy = 1000,rect = [0.06,0.06])\n",
    "\n",
    "#设定显示范围\n",
    "plt.axis('off')\n",
    "plt.xlim(bounds[0],bounds[2])\n",
    "plt.ylim(bounds[1],bounds[3])\n",
    "\n",
    "#绘制colorbar\n",
    "plt.imshow([[0,vmax]], cmap=cmap)\n",
    "cax = plt.axes([0.03, 0.35, 0.02, 0.3])\n",
    "plt.colorbar(cax=cax)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 作业"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "哥们，把第二个思路实现一下？"
   ]
  }
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